{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ":np"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "require 'matplotlib/iruby'\n",
    "Matplotlib::IRuby.activate\n",
    "plt = Matplotlib::Pyplot\n",
    "\n",
    "require 'pycall/import'\n",
    "include PyCall::Import\n",
    "pyimport :numpy, as: :np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://matplotlib.org/examples/pylab_examples/polar_demo.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r = np.arange(0, 2, 0.01)\n",
    "theta = 2 * np.pi * r\n",
    "nil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f9407a58370 @__pyptr__=#<PyCall::PyPtr:0x007f9407a583c0 type=Figure addr=0x000001097e0470>>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax = plt.subplot(111, projection: 'polar')\n",
    "ax.plot(theta, r)\n",
    "ax.set_rmax(2)\n",
    "ax.set_rticks([0.5, 1, 1.5, 2])   # less radial ticks\n",
    "ax.set_rlabel_position(-22.5)  # get radial labels away from plotted line\n",
    "ax.grid(true)\n",
    "\n",
    "ax.set_title(\"A line plot on a polar axis\", va: 'bottom')\n",
    "nil"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://matplotlib.org/examples/pie_and_polar_charts/polar_scatter_demo.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 150\n",
    "r = 2 * np.random.rand(n)\n",
    "theta = 2 * np.pi * np.random.rand(n)\n",
    "area = 200 * r**2\n",
    "colors = theta\n",
    "nil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f9407945500 @__pyptr__=#<PyCall::PyPtr:0x007f9407945528 type=Figure addr=0x00000109a4b908>>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "#<Object:0x007f94079472d8 @__pyptr__=#<PyCall::PyPtr:0x007f94079472b0 type=PathCollection addr=0x000001098a54a8>>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax = plt.subplot(111, projection: 'polar')\n",
    "c = ax.scatter(theta, r, c: colors, s: area, cmap: 'hsv', alpha: 0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://matplotlib.org/examples/pie_and_polar_charts/polar_bar_demo.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n = 20\n",
    "theta = np.linspace(0.0, 2 * np.pi, n, endpoint: false)\n",
    "radii = 10 * np.random.rand(n)\n",
    "width = np.pi / 4 * np.random.rand(n)\n",
    "nil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f940926b908 @__pyptr__=#<PyCall::PyPtr:0x007f940926b930 type=Figure addr=0x00000109b60d30>>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax = plt.subplot(111, projection: 'polar')\n",
    "bars = ax.bar(theta, radii, width: width, bottom: 0.0)\n",
    "\n",
    "# TODO: I want to the following line in `PyCall.zip(radii, bars).each do |r, bar|`\n",
    "radii.tolist.zip(PyCall::List.new(bars)) do |r, bar|\n",
    "  # r = radii[i]\n",
    "  bar.set_facecolor(plt.cm.viridis(r / 10.0))\n",
    "  bar.set_alpha(0.5)\n",
    "end\n",
    "\n",
    "nil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Ruby 2.4.1",
   "language": "ruby",
   "name": "ruby"
  },
  "language_info": {
   "file_extension": ".rb",
   "mimetype": "application/x-ruby",
   "name": "ruby",
   "version": "2.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
